{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析与可视化\n",
    "\n",
    "本Notebook用于分析孤独症（ASD）和正常发育（TD）儿童的视线及表情数据，帮助理解数据特征和分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style='whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:2: SyntaxWarning: invalid escape sequence '\\A'\n",
      "<>:3: SyntaxWarning: invalid escape sequence '\\T'\n",
      "<>:2: SyntaxWarning: invalid escape sequence '\\A'\n",
      "<>:3: SyntaxWarning: invalid escape sequence '\\T'\n",
      "C:\\Users\\哈皮李\\AppData\\Local\\Temp\\ipykernel_6072\\2647033375.py:2: SyntaxWarning: invalid escape sequence '\\A'\n",
      "  as_data_path = 'D:\\毕设\\ASD'\n",
      "C:\\Users\\哈皮李\\AppData\\Local\\Temp\\ipykernel_6072\\2647033375.py:3: SyntaxWarning: invalid escape sequence '\\T'\n",
      "  td_data_path = 'D:\\毕设\\TD'\n"
     ]
    }
   ],
   "source": [
    "# 定义数据路径\n",
    "as_data_path = 'D:\\毕设\\ASD'\n",
    "td_data_path = 'D:\\毕设\\TD'\n",
    "\n",
    "# 读取数据\n",
    "def load_data(data_path):\n",
    "    data = []\n",
    "    for file in os.listdir(data_path):\n",
    "        if file.endswith('.csv'):\n",
    "            df = pd.read_csv(os.path.join(data_path, file))\n",
    "            data.append(df)\n",
    "    return data\n",
    "\n",
    "asd_data = load_data(as_data_path)\n",
    "td_data = load_data(td_data_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ASD样本数量: 124\n",
      "TD样本数量: 145\n"
     ]
    }
   ],
   "source": [
    "# 查看ASD和TD数据的样本数量\n",
    "print(f'ASD样本数量: {len(asd_data)}')\n",
    "print(f'TD样本数量: {len(td_data)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 34920 (\\N{CJK UNIFIED IDEOGRAPH-8868}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24773 (\\N{CJK UNIFIED IDEOGRAPH-60C5}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 37327 (\\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 37096 (\\N{CJK UNIFIED IDEOGRAPH-90E8}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 34920 (\\N{CJK UNIFIED IDEOGRAPH-8868}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24773 (\\N{CJK UNIFIED IDEOGRAPH-60C5}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 37327 (\\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 37096 (\\N{CJK UNIFIED IDEOGRAPH-90E8}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化ASD和TD样本的面部表情分布\n",
    "def plot_expression_distribution(data, label):\n",
    "    expressions = []\n",
    "    for df in data:\n",
    "        expressions.extend(df['Expression'].tolist())\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.countplot(x=expressions)\n",
    "    plt.title(f'{label} 面部表情分布')\n",
    "    plt.xlabel('表情')\n",
    "    plt.ylabel('数量')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.show()\n",
    "\n",
    "plot_expression_distribution(asd_data, 'ASD')\n",
    "plot_expression_distribution(td_data, 'TD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 35270 (\\N{CJK UNIFIED IDEOGRAPH-89C6}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "d:\\Python 3.12\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21521 (\\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化视线方向的分布\n",
    "def plot_gaze_distribution(data, label):\n",
    "    gaze_x = []\n",
    "    gaze_y = []\n",
    "    for df in data:\n",
    "        gaze_x.extend(df['Gaze_X'].tolist())\n",
    "        gaze_y.extend(df['Gaze_Y'].tolist())\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.scatter(gaze_x, gaze_y, alpha=0.5)\n",
    "    plt.title(f'{label} 视线方向分布')\n",
    "    plt.xlabel('Gaze_X')\n",
    "    plt.ylabel('Gaze_Y')\n",
    "    plt.axis('equal')\n",
    "    plt.show()\n",
    "\n",
    "plot_gaze_distribution(asd_data, 'ASD')\n",
    "plot_gaze_distribution(td_data, 'TD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "通过以上分析，我们可以观察到ASD和TD儿童在面部表情和视线方向上的一些差异。这些特征将为后续的分类模型提供重要的信息。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
